Oct 19, 2026 · Updated Oct 21, 2026LLMs · Core Abstractions: Chains vs. State GraphsChains vs. State Graphs: Why LangGraph ExistsLinear chains are DAGs. Agents need cycles, shared state, and checkpoints. A look at the abstraction shift.